Today's Prompt Engineering: Fastest-Growing Projects — July 30, 2026
Today's the Prompt Engineering space, there's a notable trend towards leveraging large language models (LLMs) for more nuanced and context-specific applications, particularly in software development and content creation. The tools highlighted this week range from collections of leaked prompts to detailed behavioral guardrails for LLMs, indicating an increasing interest in refining how AI interacts with coding environments.
The repository "leaked-llm-prompts" by Eversmile12 is a notable collection that has seen significant growth recently, boasting a Growth Score of 88.50 and accumulating 324 stars. It aggregates leaked prompts for various LLMs, providing insights into how these models are being used behind the scenes.
"Behavioral guardrails for Claude Code," curated by 0xwilliamortiz from Andrej Karpathy's field notes, has garnered a solid Growth Score of 47.06 and over 544 stars. The repository aims to guide LLMs in writing software more effectively by highlighting common pitfalls.
"Speak Human TW" by Raymondhou0917 is designed to refine AI-generated text for Chinese-speaking audiences, correcting AI-specific patterns and ensuring content reads naturally. With a Growth Score of 26.05 and 720 stars, this tool demonstrates the demand for localized, human-like AI outputs.
"Coding with Base44" by cporter202 offers an accessible approach to building apps using plain-English prompts and practical examples, requiring no coding experience. Its modest Growth Score of 24.25 reflects steady interest among beginners seeking to leverage AI without diving into code.
"Prompt Architect Pro," developed by lololerigolo60, is a Python desktop app that analyzes raw texts and images to structure them into optimized JSON prompts for generative AI. With a Growth Score of 22.50 and 42 stars, it showcases the utility of specialized tools in prompt engineering.
"Octopus Skill," compiled by levi-qiao, is a curated library of prompts designed for long-term agent work across various platforms like Claude Code and Cursor. It has a Growth Score of 19.45 and 35 stars, highlighting its potential as a versatile resource for complex AI projects.
"Mise-en-Claude" by emadd provides a comprehensive framework to set up or rescue engineering foundations in projects, focusing on git integration, CLAUDE.md creation, and workflow optimization. With a Growth Score of 13.91 and 50 stars, it addresses the need for robust project management tools powered by AI.
"Growth Marketing OS," created by Mahmoud Omar under growthack88, is an open-source collection of AI marketing prompts, skills, agents, and playbooks available in both English and Arabic. Its Growth Score of 11.09 and 66 stars indicate growing interest in automated marketing strategies enhanced with AI.
"Foreman" by V-Songbird is a prompt-engineering plugin that crafts professional XML prompts and tracks tasks efficiently. With a Growth Score of 10.61 and 26 stars, it appeals to project managers looking for an organized approach to task management using AI-generated prompts.
"Cinematic Scroll Prompt Kit," developed by amirmushichge, offers a reusable system for creating cinematic scroll-driven 2.5D websites with detailed project briefs and AI prompts. Despite fewer recent commits, its Growth Score of 9.08 and 170 stars suggest ongoing interest in visual content creation tools that leverage AI.
These repositories underscore the expanding scope and complexity of prompt engineering, from refining language model behaviors to crafting specialized frameworks for project management and creative tasks.
The repository "leaked-llm-prompts" by Eversmile12 is a notable collection that has seen significant growth recently, boasting a Growth Score of 88.50 and accumulating 324 stars. It aggregates leaked prompts for various LLMs, providing insights into how these models are being used behind the scenes.
"Behavioral guardrails for Claude Code," curated by 0xwilliamortiz from Andrej Karpathy's field notes, has garnered a solid Growth Score of 47.06 and over 544 stars. The repository aims to guide LLMs in writing software more effectively by highlighting common pitfalls.
"Speak Human TW" by Raymondhou0917 is designed to refine AI-generated text for Chinese-speaking audiences, correcting AI-specific patterns and ensuring content reads naturally. With a Growth Score of 26.05 and 720 stars, this tool demonstrates the demand for localized, human-like AI outputs.
"Coding with Base44" by cporter202 offers an accessible approach to building apps using plain-English prompts and practical examples, requiring no coding experience. Its modest Growth Score of 24.25 reflects steady interest among beginners seeking to leverage AI without diving into code.
"Prompt Architect Pro," developed by lololerigolo60, is a Python desktop app that analyzes raw texts and images to structure them into optimized JSON prompts for generative AI. With a Growth Score of 22.50 and 42 stars, it showcases the utility of specialized tools in prompt engineering.
"Octopus Skill," compiled by levi-qiao, is a curated library of prompts designed for long-term agent work across various platforms like Claude Code and Cursor. It has a Growth Score of 19.45 and 35 stars, highlighting its potential as a versatile resource for complex AI projects.
"Mise-en-Claude" by emadd provides a comprehensive framework to set up or rescue engineering foundations in projects, focusing on git integration, CLAUDE.md creation, and workflow optimization. With a Growth Score of 13.91 and 50 stars, it addresses the need for robust project management tools powered by AI.
"Growth Marketing OS," created by Mahmoud Omar under growthack88, is an open-source collection of AI marketing prompts, skills, agents, and playbooks available in both English and Arabic. Its Growth Score of 11.09 and 66 stars indicate growing interest in automated marketing strategies enhanced with AI.
"Foreman" by V-Songbird is a prompt-engineering plugin that crafts professional XML prompts and tracks tasks efficiently. With a Growth Score of 10.61 and 26 stars, it appeals to project managers looking for an organized approach to task management using AI-generated prompts.
"Cinematic Scroll Prompt Kit," developed by amirmushichge, offers a reusable system for creating cinematic scroll-driven 2.5D websites with detailed project briefs and AI prompts. Despite fewer recent commits, its Growth Score of 9.08 and 170 stars suggest ongoing interest in visual content creation tools that leverage AI.
These repositories underscore the expanding scope and complexity of prompt engineering, from refining language model behaviors to crafting specialized frameworks for project management and creative tasks.